Determination of the best weight matrix for the Generalized Space Time Autoregressive (GSTAR) model in the Covid-19 case on Java Island, Indonesia

N Imro'ah - Spatial Statistics, 2023 - Elsevier
One factor that goes into the construction of a space–time model, in this case, the
Generalized Space–Time Autoregressive (GSTAR) model, is the weight matrix, which acts …

The generalized STAR modeling with minimum spanning tree approach of spatial weight matrix

U Mukhaiyar, AW Mahdiyasa, KN Sari… - Frontiers in Applied …, 2024 - frontiersin.org
The weight matrix is one of the most important things in Generalized Space–Time
Autoregressive (GSTAR) modeling. Commonly, the weight matrix is built based on the …

The space-time autoregressive modelling with time correlated errors for the number of vehicles in Purbaleunyi toll gates

U Mukhaiyar, FT Nabilah, US Pasaribu… - Journal of Physics …, 2022 - iopscience.iop.org
The space-time modelling considers the observations dependence based on time and
spatial simultaneously. One of popular models used is the Generalized Space-Time …

The Generalized STAR Modelling with Minimum Spanning Tree Approach of Weight Matrix for COVID-19 Case in Java Island

U Mukhaiyar, BI Bilad, US Pasaribu - Journal of Physics …, 2021 - iopscience.iop.org
The ongoing global Coronavirus 2019 (COVID-19) pandemic poses a major threat. The
spread of the COVID-19 virus is likely to occur from one location to another location due to …

The time series regression analysis in evaluating the economic impact of COVID-19 cases in Indonesia

U Mukhaiyar, D Widyanti… - Model Assisted Statistics …, 2021 - content.iospress.com
This study aims to determine the impact of COVID-19 cases in Indonesia on the USD/IDR
exchange rate using the Transfer Function Model and Vector Autoregressive Moving …

The Generalized STAR Modeling with Heteroscedastic Effects

U Mukhaiyar, S Ramadhani - … : Jurnal Matematika Murni …, 2022 - ejournal.uin-malang.ac.id
Abstract In general, the Generalized Space Time Autoregressive (GSTAR) model of space-
time assumes constant error variance. In this study, a GSTAR model was built with an error …

Spatial autocorrelation using Moran's Index to map the confirmed positive of Covid-19 cases in Java

NM Huda, N Imro'ah, R Mailanda - AIP Conference Proceedings, 2023 - pubs.aip.org
Various policies to suppress Covid-19 cases have been implemented by the government
since Covid-19 first appeared in Indonesia in March 2020. The island of Java has become …

Forecasting of dengue hemorrhages fever cases with autoregression distributed lag model using Poisson regression approach

U Mukhaiyar, NM Huda, IG Andirasdini… - Biostatistics & …, 2023 - Taylor & Francis
Dengue hemorrhages fever (DHF) is an infectious disease epidemic in the community. DHF
is caused by a virus that is transmitted through the bite of mosquitoes Aedes sp. The aim of …

The outlier detection in time series regression model

U Mukhaiyar, D Masteriana, MI Riani - AIP Conference Proceedings, 2023 - pubs.aip.org
In time series data, sometimes an extreme value is found and becomes an outlier. In this
paper, a procedure to detect and remove the effect of outlier are discussed to obtain a more …